Dataset info
| Number of variables | 35 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 280.0 B |
Variables types
| Numeric | 26 |
|---|---|
| Categorical | 2 |
| Boolean | 2 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 5 |
| Unsupported | 0 |
Warnings
cardmon has 1419 (28.4%) zeros | Zeros |
cardten has 1420 (28.4%) zeros | Zeros |
equipmon has 3296 (65.9%) zeros | Zeros |
equipten has 3296 (65.9%) zeros | Zeros |
lninc is highly correlated with income (ρ = 0.9425818475) | Rejected |
longmon is highly correlated with lnlongmon (ρ = 0.9380459021) | Rejected |
longten is highly correlated with longmon (ρ = 0.9747601344) | Rejected |
pets has 1529 (30.6%) zeros | Zeros |
pets_freshfish has 3462 (69.2%) zeros | Zeros |
pets_reptiles has constant value "0" | Rejected |
pets_saltfish has constant value "0" | Rejected |
tollmon has 2622 (52.4%) zeros | Zeros |
tollten has 2622 (52.4%) zeros | Zeros |
wiremon has 3656 (73.1%) zeros | Zeros |
wireten has 3656 (73.1%) zeros | Zeros |
age
Numeric
| Distinct count | 57 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 46.9976 |
|---|---|
| Minimum | 20 |
| Maximum | 76 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| Median | 47 |
| Q3 | 62 |
| 95-th percentile | 76 |
| Maximum | 76 |
| Range | 56 |
| Interquartile range | 31 |
Descriptive statistics
| Standard deviation | 17.53173884 |
|---|---|
| Coef of variation | 0.3730347685 |
| Kurtosis | -1.239238295 |
| Mean | 46.9976 |
| MAD | 15.2580096 |
| Skewness | 0.08088420215 |
| Sum | 234988 |
| Variance | 307.3618666 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 76 | 272 | 5.4% | |
| 20 | 264 | 5.3% | |
| 35 | 102 | 2.0% | |
| 37 | 98 | 2.0% | |
| 24 | 97 | 1.9% | |
| 21 | 95 | 1.9% | |
| 63 | 95 | 1.9% | |
| 31 | 94 | 1.9% | |
| 25 | 93 | 1.9% | |
| 57 | 93 | 1.9% | |
| Other values (47) | 3697 | 73.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 20 | 264 | 5.3% | |
| 21 | 95 | 1.9% | |
| 22 | 82 | 1.6% | |
| 23 | 84 | 1.7% | |
| 24 | 97 | 1.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 76 | 272 | 5.4% | |
| 75 | 74 | 1.5% | |
| 74 | 61 | 1.2% | |
| 73 | 65 | 1.3% | |
| 72 | 61 | 1.2% |
cardmon
Numeric
| Distinct count | 156 |
|---|---|
| Unique (%) | 3.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 14.7228 |
|---|---|
| Minimum | 0 |
| Maximum | 42 |
| Zeros (%) | 28.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 13.75 |
| Q3 | 22.75 |
| 95-th percentile | 42 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range | 22.75 |
Descriptive statistics
| Standard deviation | 12.7323744 |
|---|---|
| Coef of variation | 0.8648065856 |
| Kurtosis | -0.6301381917 |
| Mean | 14.7228 |
| MAD | 10.45703744 |
| Skewness | 0.5321427401 |
| Sum | 73614 |
| Variance | 162.1133578 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 1419 | 28.4% | |
| 42 | 260 | 5.2% | |
| 13.25 | 53 | 1.1% | |
| 11.5 | 52 | 1.0% | |
| 16.5 | 49 | 1.0% | |
| 16.25 | 49 | 1.0% | |
| 13.75 | 47 | 0.9% | |
| 13.5 | 45 | 0.9% | |
| 18.25 | 45 | 0.9% | |
| 14.25 | 44 | 0.9% | |
| Other values (146) | 2937 | 58.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1419 | 28.4% | |
| 3.25 | 1 | < 0.1% | |
| 3.75 | 1 | < 0.1% | |
| 4 | 3 | 0.1% | |
| 4.25 | 9 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 42 | 260 | 5.2% | |
| 41.75 | 5 | 0.1% | |
| 41.5 | 6 | 0.1% | |
| 41.25 | 10 | 0.2% | |
| 41 | 6 | 0.1% |
cardten
Numeric
| Distinct count | 506 |
|---|---|
| Unique (%) | 10.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 669.9157 |
|---|---|
| Minimum | 0 |
| Maximum | 2455.75 |
| Zeros (%) | 28.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 425 |
| Q3 | 1080 |
| 95-th percentile | 2455.0375 |
| Maximum | 2455.75 |
| Range | 2455.75 |
| Interquartile range | 1080 |
Descriptive statistics
| Standard deviation | 738.2778797 |
|---|---|
| Coef of variation | 1.102045944 |
| Kurtosis | 0.04672830731 |
| Mean | 669.9157 |
| MAD | 605.0215296 |
| Skewness | 1.041667782 |
| Sum | 3349578.5 |
| Variance | 545054.2276 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 1420 | 28.4% | |
| 2455.75 | 250 | 5.0% | |
| 590 | 21 | 0.4% | |
| 380 | 20 | 0.4% | |
| 200 | 20 | 0.4% | |
| 45 | 19 | 0.4% | |
| 500 | 19 | 0.4% | |
| 195 | 19 | 0.4% | |
| 295 | 18 | 0.4% | |
| 435 | 18 | 0.4% | |
| Other values (496) | 3176 | 63.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1420 | 28.4% | |
| 4.75 | 1 | < 0.1% | |
| 5 | 17 | 0.3% | |
| 5.25 | 1 | < 0.1% | |
| 7.75 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2455.75 | 250 | 5.0% | |
| 2455 | 1 | < 0.1% | |
| 2445 | 1 | < 0.1% | |
| 2440 | 3 | 0.1% | |
| 2430 | 6 | 0.1% |
carvalue
Numeric
| Distinct count | 637 |
|---|---|
| Unique (%) | 12.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 22.55046 |
|---|---|
| Minimum | -1 |
| Maximum | 72 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 9.2 |
| Median | 17 |
| Q3 | 31.1 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 73 |
| Interquartile range | 21.9 |
Descriptive statistics
| Standard deviation | 19.29030863 |
|---|---|
| Coef of variation | 0.8554286089 |
| Kurtosis | 0.5824791197 |
| Mean | 22.55046 |
| MAD | 15.04755242 |
| Skewness | 1.124527258 |
| Sum | 112752.3 |
| Variance | 372.116007 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| -1 | 497 | 9.9% | |
| 72 | 251 | 5.0% | |
| 9.8 | 25 | 0.5% | |
| 13.5 | 24 | 0.5% | |
| 6.3 | 24 | 0.5% | |
| 10.2 | 23 | 0.5% | |
| 13 | 23 | 0.5% | |
| 15.8 | 22 | 0.4% | |
| 11.4 | 22 | 0.4% | |
| 9.2 | 22 | 0.4% | |
| Other values (627) | 4067 | 81.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1 | 497 | 9.9% | |
| 2.2 | 1 | < 0.1% | |
| 2.3 | 1 | < 0.1% | |
| 2.4 | 1 | < 0.1% | |
| 2.5 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 72 | 251 | 5.0% | |
| 71.9 | 1 | < 0.1% | |
| 71.8 | 1 | < 0.1% | |
| 71.7 | 2 | < 0.1% | |
| 71.5 | 3 | 0.1% |
commutetime
Numeric
| Distinct count | 20 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 25.2594 |
|---|---|
| Minimum | 16 |
| Maximum | 35 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 21 |
| Median | 25 |
| Q3 | 29 |
| 95-th percentile | 35 |
| Maximum | 35 |
| Range | 19 |
| Interquartile range | 8 |
Descriptive statistics
| Standard deviation | 5.309741077 |
|---|---|
| Coef of variation | 0.2102085195 |
| Kurtosis | -0.8443358196 |
| Mean | 25.2594 |
| MAD | 4.41785272 |
| Skewness | 0.102441755 |
| Sum | 126297 |
| Variance | 28.19335031 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 24 | 336 | 6.7% | |
| 23 | 335 | 6.7% | |
| 25 | 332 | 6.6% | |
| 27 | 331 | 6.6% | |
| 22 | 325 | 6.5% | |
| 35 | 315 | 6.3% | |
| 26 | 311 | 6.2% | |
| 21 | 307 | 6.1% | |
| 28 | 293 | 5.9% | |
| 16 | 287 | 5.7% | |
| Other values (10) | 1828 | 36.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 16 | 287 | 5.7% | |
| 17 | 130 | 2.6% | |
| 18 | 171 | 3.4% | |
| 19 | 209 | 4.2% | |
| 20 | 215 | 4.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 35 | 315 | 6.3% | |
| 34 | 117 | 2.3% | |
| 33 | 134 | 2.7% | |
| 32 | 162 | 3.2% | |
| 31 | 204 | 4.1% |
creddebt
Numeric
| Distinct count | 4454 |
|---|---|
| Unique (%) | 89.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.575957671 |
|---|---|
| Minimum | 0.101088 |
| Maximum | 6.3730104 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.101088 |
|---|---|
| 5-th percentile | 0.101088 |
| Q1 | 0.3855195 |
| Median | 0.926437 |
| Q3 | 2.06382 |
| 95-th percentile | 6.37164012 |
| Maximum | 6.3730104 |
| Range | 6.2719224 |
| Interquartile range | 1.6783005 |
Descriptive statistics
| Standard deviation | 1.68827599 |
|---|---|
| Coef of variation | 1.071269883 |
| Kurtosis | 1.709016045 |
| Mean | 1.575957671 |
| MAD | 1.271808271 |
| Skewness | 1.600074682 |
| Sum | 7879.788354 |
| Variance | 2.850275818 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0.101088 | 251 | 5.0% | |
| 6.3730104 | 250 | 5.0% | |
| 0.591192 | 2 | < 0.1% | |
| 0.37485 | 2 | < 0.1% | |
| 0.9275 | 2 | < 0.1% | |
| 0.17172 | 2 | < 0.1% | |
| 0.6048 | 2 | < 0.1% | |
| 0.7514 | 2 | < 0.1% | |
| 1.254 | 2 | < 0.1% | |
| 0.87912 | 2 | < 0.1% | |
| Other values (4444) | 4483 | 89.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.101088 | 251 | 5.0% | |
| 0.101106 | 1 | < 0.1% | |
| 0.10127 | 1 | < 0.1% | |
| 0.101388 | 1 | < 0.1% | |
| 0.102141 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6.3730104 | 250 | 5.0% | |
| 6.371568 | 1 | < 0.1% | |
| 6.369752 | 1 | < 0.1% | |
| 6.35544 | 1 | < 0.1% | |
| 6.336576 | 1 | < 0.1% |
debtinc
Numeric
| Distinct count | 204 |
|---|---|
| Unique (%) | 4.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.76496 |
|---|---|
| Minimum | 1.9 |
| Maximum | 22.2 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 5.1 |
| Median | 8.8 |
| Q3 | 13.6 |
| 95-th percentile | 22.2 |
| Maximum | 22.2 |
| Range | 20.3 |
| Interquartile range | 8.5 |
Descriptive statistics
| Standard deviation | 5.738747498 |
|---|---|
| Coef of variation | 0.587687763 |
| Kurtosis | -0.5405564001 |
| Mean | 9.76496 |
| MAD | 4.735797248 |
| Skewness | 0.6032028186 |
| Sum | 48824.8 |
| Variance | 32.93322284 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 1.9 | 259 | 5.2% | |
| 22.2 | 252 | 5.0% | |
| 7 | 48 | 1.0% | |
| 4.1 | 46 | 0.9% | |
| 6.9 | 46 | 0.9% | |
| 5.4 | 45 | 0.9% | |
| 4.4 | 42 | 0.8% | |
| 6.6 | 42 | 0.8% | |
| 7.3 | 41 | 0.8% | |
| 5.9 | 39 | 0.8% | |
| Other values (194) | 4140 | 82.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1.9 | 259 | 5.2% | |
| 2 | 29 | 0.6% | |
| 2.1 | 28 | 0.6% | |
| 2.2 | 24 | 0.5% | |
| 2.3 | 31 | 0.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 22.2 | 252 | 5.0% | |
| 22.1 | 9 | 0.2% | |
| 22 | 5 | 0.1% | |
| 21.9 | 5 | 0.1% | |
| 21.8 | 6 | 0.1% |
ed
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 14.5438 |
|---|---|
| Minimum | 9 |
| Maximum | 20 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 12 |
| Median | 14 |
| Q3 | 17 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 11 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 3.131843427 |
|---|---|
| Coef of variation | 0.2153387304 |
| Kurtosis | -0.9193801812 |
| Mean | 14.5438 |
| MAD | 2.63102776 |
| Skewness | 0.01306492677 |
| Sum | 72719 |
| Variance | 9.808443249 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 14 | 569 | 11.4% | |
| 15 | 536 | 10.7% | |
| 13 | 531 | 10.6% | |
| 16 | 486 | 9.7% | |
| 12 | 467 | 9.3% | |
| 17 | 454 | 9.1% | |
| 11 | 362 | 7.2% | |
| 20 | 354 | 7.1% | |
| 18 | 349 | 7.0% | |
| 9 | 324 | 6.5% | |
| Other values (2) | 568 | 11.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 9 | 324 | 6.5% | |
| 10 | 260 | 5.2% | |
| 11 | 362 | 7.2% | |
| 12 | 467 | 9.3% | |
| 13 | 531 | 10.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 20 | 354 | 7.1% | |
| 19 | 308 | 6.2% | |
| 18 | 349 | 7.0% | |
| 17 | 454 | 9.1% | |
| 16 | 486 | 9.7% |
equipmon
Numeric
| Distinct count | 548 |
|---|---|
| Unique (%) | 11.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 12.548885 |
|---|---|
| Minimum | 0 |
| Maximum | 49.0525 |
| Zeros (%) | 65.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 30.8 |
| 95-th percentile | 49.050125 |
| Maximum | 49.0525 |
| Range | 49.0525 |
| Interquartile range | 30.8 |
Descriptive statistics
| Standard deviation | 18.14948734 |
|---|---|
| Coef of variation | 1.446302787 |
| Kurtosis | -0.9347130683 |
| Mean | 12.548885 |
| MAD | 16.54444998 |
| Skewness | 0.8963412388 |
| Sum | 62744.425 |
| Variance | 329.4038908 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 49.0525 | 250 | 5.0% | |
| 32.3 | 8 | 0.2% | |
| 38.8 | 8 | 0.2% | |
| 31.35 | 8 | 0.2% | |
| 36.5 | 8 | 0.2% | |
| 31.15 | 8 | 0.2% | |
| 31.5 | 7 | 0.1% | |
| 38.4 | 7 | 0.1% | |
| 42.05 | 7 | 0.1% | |
| Other values (538) | 1393 | 27.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 17 | 1 | < 0.1% | |
| 17.1 | 1 | < 0.1% | |
| 17.25 | 1 | < 0.1% | |
| 17.35 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 49.0525 | 250 | 5.0% | |
| 49.05 | 1 | < 0.1% | |
| 49 | 1 | < 0.1% | |
| 48.95 | 3 | 0.1% | |
| 48.85 | 1 | < 0.1% |
equipten
Numeric
| Distinct count | 1436 |
|---|---|
| Unique (%) | 28.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 434.82577 |
|---|---|
| Minimum | 0 |
| Maximum | 2600.99 |
| Zeros (%) | 65.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 510.1625 |
| 95-th percentile | 2600.952 |
| Maximum | 2600.99 |
| Range | 2600.99 |
| Interquartile range | 510.1625 |
Descriptive statistics
| Standard deviation | 795.850127 |
|---|---|
| Coef of variation | 1.830273599 |
| Kurtosis | 1.614323131 |
| Mean | 434.82577 |
| MAD | 612.1707784 |
| Skewness | 1.737035272 |
| Sum | 2174128.85 |
| Variance | 633377.4246 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 2600.99 | 250 | 5.0% | |
| 40.5 | 2 | < 0.1% | |
| 1326.75 | 2 | < 0.1% | |
| 224.7 | 2 | < 0.1% | |
| 30.6 | 2 | < 0.1% | |
| 47.85 | 2 | < 0.1% | |
| 153.5 | 2 | < 0.1% | |
| 1463.55 | 2 | < 0.1% | |
| 354.85 | 2 | < 0.1% | |
| Other values (1426) | 1438 | 28.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3296 | 65.9% | |
| 12.05 | 1 | < 0.1% | |
| 14.65 | 1 | < 0.1% | |
| 14.85 | 1 | < 0.1% | |
| 16.1 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2600.99 | 250 | 5.0% | |
| 2600.95 | 1 | < 0.1% | |
| 2599.75 | 1 | < 0.1% | |
| 2594.6 | 1 | < 0.1% | |
| 2593.25 | 1 | < 0.1% |
hourstv
Numeric
| Distinct count | 17 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 19.8022 |
|---|---|
| Minimum | 12 |
| Maximum | 28 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 17 |
| Median | 20 |
| Q3 | 23 |
| 95-th percentile | 28 |
| Maximum | 28 |
| Range | 16 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 4.300927197 |
|---|---|
| Coef of variation | 0.2171944126 |
| Kurtosis | -0.7153183403 |
| Mean | 19.8022 |
| MAD | 3.51946584 |
| Skewness | 0.0666028703 |
| Sum | 99011 |
| Variance | 18.49797475 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 20 | 451 | 9.0% | |
| 19 | 445 | 8.9% | |
| 21 | 440 | 8.8% | |
| 18 | 413 | 8.3% | |
| 22 | 371 | 7.4% | |
| 17 | 350 | 7.0% | |
| 16 | 309 | 6.2% | |
| 23 | 301 | 6.0% | |
| 12 | 293 | 5.9% | |
| 28 | 270 | 5.4% | |
| Other values (7) | 1357 | 27.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 293 | 5.9% | |
| 13 | 136 | 2.7% | |
| 14 | 184 | 3.7% | |
| 15 | 263 | 5.3% | |
| 16 | 309 | 6.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 28 | 270 | 5.4% | |
| 27 | 127 | 2.5% | |
| 26 | 162 | 3.2% | |
| 25 | 237 | 4.7% | |
| 24 | 248 | 5.0% |
income
Numeric
| Distinct count | 135 |
|---|---|
| Unique (%) | 2.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 50.882 |
|---|---|
| Minimum | 13 |
| Maximum | 147 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 24 |
| Median | 38 |
| Q3 | 67 |
| 95-th percentile | 147 |
| Maximum | 147 |
| Range | 134 |
| Interquartile range | 43 |
Descriptive statistics
| Standard deviation | 36.72847223 |
|---|---|
| Coef of variation | 0.721836253 |
| Kurtosis | 0.8058478382 |
| Mean | 50.882 |
| MAD | 28.732212 |
| Skewness | 1.284413148 |
| Sum | 254410 |
| Variance | 1348.980672 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 13 | 303 | 6.1% | |
| 147 | 253 | 5.1% | |
| 22 | 112 | 2.2% | |
| 29 | 109 | 2.2% | |
| 25 | 108 | 2.2% | |
| 20 | 102 | 2.0% | |
| 30 | 102 | 2.0% | |
| 23 | 100 | 2.0% | |
| 18 | 100 | 2.0% | |
| 24 | 99 | 2.0% | |
| Other values (125) | 3612 | 72.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 13 | 303 | 6.1% | |
| 14 | 73 | 1.5% | |
| 15 | 86 | 1.7% | |
| 16 | 91 | 1.8% | |
| 17 | 89 | 1.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 147 | 253 | 5.1% | |
| 146 | 6 | 0.1% | |
| 145 | 5 | 0.1% | |
| 144 | 7 | 0.1% | |
| 143 | 10 | 0.2% |
lncreddebt
Numeric
| Distinct count | 4447 |
|---|---|
| Unique (%) | 88.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | -0.1197985985 |
|---|---|
| Minimum | -2.291603612 |
| Maximum | 1.852297333 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -2.291603612 |
|---|---|
| 5-th percentile | -2.291586698 |
| Q1 | -0.9524984411 |
| Median | -0.07610596682 |
| Q3 | 0.7245586175 |
| 95-th percentile | 1.85186818 |
| Maximum | 1.852297333 |
| Range | 4.143900945 |
| Interquartile range | 1.677057059 |
Descriptive statistics
| Standard deviation | 1.138504253 |
|---|---|
| Coef of variation | -9.503485579 |
| Kurtosis | -0.7755924876 |
| Mean | -0.1197985985 |
| MAD | 0.9373669432 |
| Skewness | -0.1372845939 |
| Sum | -598.9929924 |
| Variance | 1.296191934 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| -2.291603612 | 250 | 5.0% | |
| 1.852297333 | 250 | 5.0% | |
| -0.5028574541 | 2 | < 0.1% | |
| 0.0174469136 | 2 | < 0.1% | |
| 0.9000515878 | 2 | < 0.1% | |
| -2.016579425 | 2 | < 0.1% | |
| 0.08647123114 | 2 | < 0.1% | |
| -1.363296843 | 2 | < 0.1% | |
| -2.041929981 | 2 | < 0.1% | |
| 0.5119130323 | 2 | < 0.1% | |
| Other values (4437) | 4484 | 89.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -2.291603612 | 250 | 5.0% | |
| -2.291585808 | 1 | < 0.1% | |
| -2.289965062 | 1 | < 0.1% | |
| -2.288800538 | 1 | < 0.1% | |
| -2.281401067 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1.852297333 | 250 | 5.0% | |
| 1.851845593 | 1 | < 0.1% | |
| 1.851560536 | 1 | < 0.1% | |
| 1.849311139 | 1 | < 0.1% | |
| 1.846338559 | 1 | < 0.1% |
lninc
Highly correlated
This variable is highly correlated with income and should be ignored for analysis
| Correlation | 0.9425818475 |
|---|
lnlongmon
Numeric
| Distinct count | 612 |
|---|---|
| Unique (%) | 12.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.28540502 |
|---|---|
| Minimum | 1.064710737 |
| Maximum | 3.604341892 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1.064710737 |
|---|---|
| 5-th percentile | 1.064710737 |
| Q1 | 1.740466175 |
| Median | 2.256541154 |
| Q3 | 2.806386102 |
| 95-th percentile | 3.604148409 |
| Maximum | 3.604341892 |
| Range | 2.539631155 |
| Interquartile range | 1.065919927 |
Descriptive statistics
| Standard deviation | 0.7091227592 |
|---|---|
| Coef of variation | 0.3102831896 |
| Kurtosis | -0.8530308033 |
| Mean | 2.28540502 |
| MAD | 0.5900855316 |
| Skewness | 0.112454604 |
| Sum | 11427.0251 |
| Variance | 0.5028550877 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 1.064710737 | 256 | 5.1% | |
| 3.604341892 | 250 | 5.0% | |
| 1.435084525 | 31 | 0.6% | |
| 1.609437912 | 29 | 0.6% | |
| 2.066862759 | 28 | 0.6% | |
| 2.014903021 | 25 | 0.5% | |
| 1.731655545 | 25 | 0.5% | |
| 1.558144618 | 24 | 0.5% | |
| 1.373715579 | 24 | 0.5% | |
| 1.638996715 | 24 | 0.5% | |
| Other values (602) | 4284 | 85.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1.064710737 | 256 | 5.1% | |
| 1.08180517 | 13 | 0.3% | |
| 1.098612289 | 17 | 0.3% | |
| 1.115141591 | 16 | 0.3% | |
| 1.131402111 | 17 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3.604341892 | 250 | 5.0% | |
| 3.604138226 | 2 | < 0.1% | |
| 3.601413428 | 1 | < 0.1% | |
| 3.597312261 | 2 | < 0.1% | |
| 3.595941458 | 1 | < 0.1% |
lnothdebt
Numeric
| Distinct count | 4476 |
|---|---|
| Unique (%) | 89.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.7016916566 |
|---|---|
| Minimum | -1.24348344 |
| Maximum | 2.469586375 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -1.24348344 |
|---|---|
| 5-th percentile | -1.243246014 |
| Q1 | -0.01853450845 |
| Median | 0.7415372647 |
| Q3 | 1.462046338 |
| 95-th percentile | 2.469332489 |
| Maximum | 2.469586375 |
| Range | 3.713069815 |
| Interquartile range | 1.480580847 |
Descriptive statistics
| Standard deviation | 1.016853754 |
|---|---|
| Coef of variation | 1.449146138 |
| Kurtosis | -0.7546765062 |
| Mean | 0.7016916566 |
| MAD | 0.8392690573 |
| Skewness | -0.1434320628 |
| Sum | 3508.458283 |
| Variance | 1.033991558 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 2.469586375 | 250 | 5.0% | |
| -1.24348344 | 250 | 5.0% | |
| 0.1069081175 | 3 | 0.1% | |
| -0.2759116169 | 2 | < 0.1% | |
| 0.3949298062 | 2 | < 0.1% | |
| 0.1972495774 | 2 | < 0.1% | |
| 0.8242175473 | 2 | < 0.1% | |
| -0.6316833815 | 2 | < 0.1% | |
| 0.320821834 | 2 | < 0.1% | |
| -0.1026973982 | 2 | < 0.1% | |
| Other values (4466) | 4483 | 89.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1.24348344 | 250 | 5.0% | |
| -1.243233518 | 1 | < 0.1% | |
| -1.24190315 | 1 | < 0.1% | |
| -1.240975712 | 1 | < 0.1% | |
| -1.24053306 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2.469586375 | 250 | 5.0% | |
| 2.469319126 | 1 | < 0.1% | |
| 2.467127025 | 1 | < 0.1% | |
| 2.465860416 | 1 | < 0.1% | |
| 2.46517662 | 1 | < 0.1% |
longmon
Highly correlated
This variable is highly correlated with lnlongmon and should be ignored for analysis
| Correlation | 0.9380459021 |
|---|
longten
Highly correlated
This variable is highly correlated with longmon and should be ignored for analysis
| Correlation | 0.9747601344 |
|---|
othdebt
Numeric
| Distinct count | 4477 |
|---|---|
| Unique (%) | 89.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.215563547 |
|---|---|
| Minimum | 0.2876923 |
| Maximum | 11.8159808 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 0.2876923 |
|---|---|
| 5-th percentile | 0.287728115 |
| Q1 | 0.9803015 |
| Median | 2.09854 |
| Q3 | 4.31478 |
| 95-th percentile | 11.81447904 |
| Maximum | 11.8159808 |
| Range | 11.5282885 |
| Interquartile range | 3.3344785 |
Descriptive statistics
| Standard deviation | 3.104157051 |
|---|---|
| Coef of variation | 0.9653539747 |
| Kurtosis | 1.398840455 |
| Mean | 3.215563547 |
| MAD | 2.367229169 |
| Skewness | 1.482582249 |
| Sum | 16077.81773 |
| Variance | 9.635790995 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 11.8159808 | 250 | 5.0% | |
| 0.2876923 | 250 | 5.0% | |
| 1.112832 | 3 | 0.1% | |
| 0.352924 | 2 | < 0.1% | |
| 0.531696 | 2 | < 0.1% | |
| 1.797768 | 2 | < 0.1% | |
| 2.90304 | 2 | < 0.1% | |
| 1.48428 | 2 | < 0.1% | |
| 1.37826 | 2 | < 0.1% | |
| 0.75888 | 2 | < 0.1% | |
| Other values (4467) | 4483 | 89.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0.2876923 | 250 | 5.0% | |
| 0.28773 | 1 | < 0.1% | |
| 0.28845 | 1 | < 0.1% | |
| 0.288834 | 1 | < 0.1% | |
| 0.289102 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11.8159808 | 250 | 5.0% | |
| 11.8144 | 1 | < 0.1% | |
| 11.78853 | 1 | < 0.1% | |
| 11.773608 | 1 | < 0.1% | |
| 11.76556 | 1 | < 0.1% |
pets
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.9776 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 30.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 2 |
| Q3 | 5 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 3.172177609 |
|---|---|
| Coef of variation | 1.065347128 |
| Kurtosis | -0.4643957852 |
| Mean | 2.9776 |
| MAD | 2.6672608 |
| Skewness | 0.8867056578 |
| Sum | 14888 |
| Variance | 10.06271078 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 1529 | 30.6% | |
| 1 | 780 | 15.6% | |
| 2 | 586 | 11.7% | |
| 3 | 376 | 7.5% | |
| 5 | 298 | 6.0% | |
| 10 | 297 | 5.9% | |
| 4 | 284 | 5.7% | |
| 6 | 256 | 5.1% | |
| 7 | 246 | 4.9% | |
| 8 | 178 | 3.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1529 | 30.6% | |
| 1 | 780 | 15.6% | |
| 2 | 586 | 11.7% | |
| 3 | 376 | 7.5% | |
| 4 | 284 | 5.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 297 | 5.9% | |
| 9 | 170 | 3.4% | |
| 8 | 178 | 3.6% | |
| 7 | 246 | 4.9% | |
| 6 | 256 | 5.1% |
pets_birds
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 302 |
| Value | Count | Frequency (%) | |
| 0 | 4698 | 94.0% | |
| 1 | 302 | 6.0% |
pets_cats
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| 2 | 664 |
| Value | Count | Frequency (%) | |
| 0 | 3413 | 68.3% | |
| 1 | 923 | 18.5% | |
| 2 | 664 | 13.3% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
pets_dogs
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 720 |
| 2 | 518 |
| Value | Count | Frequency (%) | |
| 0 | 3762 | 75.2% | |
| 1 | 720 | 14.4% | |
| 2 | 518 | 10.4% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
pets_freshfish
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.751 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 69.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.821735537 |
|---|---|
| Coef of variation | 1.61149945 |
| Kurtosis | -0.2221507486 |
| Mean | 1.751 |
| MAD | 2.4298916 |
| Skewness | 1.198723672 |
| Sum | 8755 |
| Variance | 7.962191438 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3462 | 69.2% | |
| 8 | 365 | 7.3% | |
| 5 | 261 | 5.2% | |
| 6 | 251 | 5.0% | |
| 7 | 229 | 4.6% | |
| 4 | 222 | 4.4% | |
| 3 | 130 | 2.6% | |
| 2 | 63 | 1.3% | |
| 1 | 17 | 0.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3462 | 69.2% | |
| 1 | 17 | 0.3% | |
| 2 | 63 | 1.3% | |
| 3 | 130 | 2.6% | |
| 4 | 222 | 4.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 365 | 7.3% | |
| 7 | 229 | 4.6% | |
| 6 | 251 | 5.0% | |
| 5 | 261 | 5.2% | |
| 4 | 222 | 4.4% |
pets_reptiles
Constant
This variable is constant and should be ignored for analysis
| Constant value | 0 |
|---|
pets_saltfish
Constant
This variable is constant and should be ignored for analysis
| Constant value | 0 |
|---|
pets_small
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 251 |
| Value | Count | Frequency (%) | |
| 0 | 4749 | 95.0% | |
| 1 | 251 | 5.0% |
reside
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.1668 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.292947061 |
|---|---|
| Coef of variation | 0.5967080769 |
| Kurtosis | -0.3281381269 |
| Mean | 2.1668 |
| MAD | 1.04765344 |
| Skewness | 0.9217009755 |
| Sum | 10834 |
| Variance | 1.671712102 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 1 | 2035 | 40.7% | |
| 2 | 1467 | 29.3% | |
| 3 | 552 | 11.0% | |
| 4 | 521 | 10.4% | |
| 5 | 425 | 8.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2035 | 40.7% | |
| 2 | 1467 | 29.3% | |
| 3 | 552 | 11.0% | |
| 4 | 521 | 10.4% | |
| 5 | 425 | 8.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 425 | 8.5% | |
| 4 | 521 | 10.4% | |
| 3 | 552 | 11.0% | |
| 2 | 1467 | 29.3% | |
| 1 | 2035 | 40.7% |
spoused
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.0354 |
|---|---|
| Minimum | -1 |
| Maximum | 18 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| Median | -1 |
| Q3 | 14 |
| 95-th percentile | 18 |
| Maximum | 18 |
| Range | 19 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 7.60939731 |
|---|---|
| Coef of variation | 1.260794199 |
| Kurtosis | -1.699745819 |
| Mean | 6.0354 |
| MAD | 7.31707088 |
| Skewness | 0.2852966101 |
| Sum | 30177 |
| Variance | 57.90292743 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| -1 | 2599 | 52.0% | |
| 18 | 311 | 6.2% | |
| 13 | 270 | 5.4% | |
| 14 | 267 | 5.3% | |
| 15 | 257 | 5.1% | |
| 12 | 252 | 5.0% | |
| 16 | 250 | 5.0% | |
| 11 | 233 | 4.7% | |
| 17 | 188 | 3.8% | |
| 10 | 141 | 2.8% | |
| Other values (6) | 232 | 4.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -1 | 2599 | 52.0% | |
| 3 | 1 | < 0.1% | |
| 5 | 4 | 0.1% | |
| 6 | 14 | 0.3% | |
| 7 | 36 | 0.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 18 | 311 | 6.2% | |
| 17 | 188 | 3.8% | |
| 16 | 250 | 5.0% | |
| 15 | 257 | 5.1% | |
| 14 | 267 | 5.3% |
tenure
Numeric
| Distinct count | 69 |
|---|---|
| Unique (%) | 1.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 38.2978 |
|---|---|
| Minimum | 4 |
| Maximum | 72 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 18 |
| Median | 38 |
| Q3 | 59 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 68 |
| Interquartile range | 41 |
Descriptive statistics
| Standard deviation | 22.51599674 |
|---|---|
| Coef of variation | 0.5879188032 |
| Kurtosis | -1.350816097 |
| Mean | 38.2978 |
| MAD | 19.82182504 |
| Skewness | -0.01881955122 |
| Sum | 191489 |
| Variance | 506.9701092 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 4 | 302 | 6.0% | |
| 72 | 251 | 5.0% | |
| 71 | 147 | 2.9% | |
| 70 | 98 | 2.0% | |
| 69 | 94 | 1.9% | |
| 5 | 94 | 1.9% | |
| 9 | 88 | 1.8% | |
| 7 | 87 | 1.7% | |
| 11 | 79 | 1.6% | |
| 64 | 79 | 1.6% | |
| Other values (59) | 3681 | 73.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4 | 302 | 6.0% | |
| 5 | 94 | 1.9% | |
| 6 | 77 | 1.5% | |
| 7 | 87 | 1.7% | |
| 8 | 73 | 1.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 72 | 251 | 5.0% | |
| 71 | 147 | 2.9% | |
| 70 | 98 | 2.0% | |
| 69 | 94 | 1.9% | |
| 68 | 79 | 1.6% |
tollmon
Numeric
| Distinct count | 142 |
|---|---|
| Unique (%) | 2.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 12.74855 |
|---|---|
| Minimum | 0 |
| Maximum | 43.5 |
| Zeros (%) | 52.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 24.5 |
| 95-th percentile | 43.5 |
| Maximum | 43.5 |
| Range | 43.5 |
| Interquartile range | 24.5 |
Descriptive statistics
| Standard deviation | 14.8855526 |
|---|---|
| Coef of variation | 1.167627111 |
| Kurtosis | -0.9960694259 |
| Mean | 12.74855 |
| MAD | 13.42792762 |
| Skewness | 0.6549132727 |
| Sum | 63742.75 |
| Variance | 221.5796763 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 2622 | 52.4% | |
| 43.5 | 253 | 5.1% | |
| 22.75 | 33 | 0.7% | |
| 18 | 33 | 0.7% | |
| 24 | 32 | 0.6% | |
| 23 | 31 | 0.6% | |
| 22 | 30 | 0.6% | |
| 23.75 | 30 | 0.6% | |
| 19.5 | 29 | 0.6% | |
| 20 | 29 | 0.6% | |
| Other values (132) | 1878 | 37.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2622 | 52.4% | |
| 8 | 1 | < 0.1% | |
| 8.5 | 2 | < 0.1% | |
| 8.75 | 2 | < 0.1% | |
| 9 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 43.5 | 253 | 5.1% | |
| 43.25 | 5 | 0.1% | |
| 43 | 4 | 0.1% | |
| 42.75 | 5 | 0.1% | |
| 42.5 | 3 | 0.1% |
tollten
Numeric
| Distinct count | 2075 |
|---|---|
| Unique (%) | 41.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 534.416405 |
|---|---|
| Minimum | 0 |
| Maximum | 2620.2125 |
| Zeros (%) | 52.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 885.45 |
| 95-th percentile | 2620.200625 |
| Maximum | 2620.2125 |
| Range | 2620.2125 |
| Interquartile range | 885.45 |
Descriptive statistics
| Standard deviation | 807.9478372 |
|---|---|
| Coef of variation | 1.511832028 |
| Kurtosis | 0.7507091578 |
| Mean | 534.416405 |
| MAD | 652.4884105 |
| Skewness | 1.423871942 |
| Sum | 2672082.025 |
| Variance | 652779.7077 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 2622 | 52.4% | |
| 2620.2125 | 250 | 5.0% | |
| 10 | 3 | 0.1% | |
| 1480.5 | 3 | 0.1% | |
| 16.75 | 3 | 0.1% | |
| 423.2 | 2 | < 0.1% | |
| 478.95 | 2 | < 0.1% | |
| 17.75 | 2 | < 0.1% | |
| 1325.8 | 2 | < 0.1% | |
| 253.7 | 2 | < 0.1% | |
| Other values (2065) | 2109 | 42.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2622 | 52.4% | |
| 8.75 | 1 | < 0.1% | |
| 10 | 3 | 0.1% | |
| 10.5 | 1 | < 0.1% | |
| 10.75 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2620.2125 | 250 | 5.0% | |
| 2620.2 | 1 | < 0.1% | |
| 2617.5 | 1 | < 0.1% | |
| 2616.75 | 1 | < 0.1% | |
| 2612.2 | 1 | < 0.1% |
wiremon
Numeric
| Distinct count | 542 |
|---|---|
| Unique (%) | 10.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.89979 |
|---|---|
| Minimum | 0 |
| Maximum | 51.305 |
| Zeros (%) | 73.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 20.9625 |
| 95-th percentile | 51.30025 |
| Maximum | 51.305 |
| Range | 51.305 |
| Interquartile range | 20.9625 |
Descriptive statistics
| Standard deviation | 17.24696831 |
|---|---|
| Coef of variation | 1.742154966 |
| Kurtosis | 0.2381412942 |
| Mean | 9.89979 |
| MAD | 14.4774529 |
| Skewness | 1.366336614 |
| Sum | 49498.95 |
| Variance | 297.4579158 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3656 | 73.1% | |
| 51.305 | 250 | 5.0% | |
| 34.3 | 9 | 0.2% | |
| 22.95 | 7 | 0.1% | |
| 32.2 | 7 | 0.1% | |
| 27.95 | 7 | 0.1% | |
| 22.5 | 6 | 0.1% | |
| 39.3 | 6 | 0.1% | |
| 24.15 | 5 | 0.1% | |
| 39.45 | 5 | 0.1% | |
| Other values (532) | 1042 | 20.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3656 | 73.1% | |
| 12.7 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 14.55 | 1 | < 0.1% | |
| 14.7 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 51.305 | 250 | 5.0% | |
| 51.3 | 1 | < 0.1% | |
| 51.2 | 1 | < 0.1% | |
| 51.1 | 2 | < 0.1% | |
| 51.05 | 3 | 0.1% |
wireten
Numeric
| Distinct count | 1079 |
|---|---|
| Unique (%) | 21.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 366.870255 |
|---|---|
| Minimum | 0 |
| Maximum | 2687.9225 |
| Zeros (%) | 73.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 89.9625 |
| 95-th percentile | 2687.568625 |
| Maximum | 2687.9225 |
| Range | 2687.9225 |
| Interquartile range | 89.9625 |
Descriptive statistics
| Standard deviation | 780.2146813 |
|---|---|
| Coef of variation | 2.126677404 |
| Kurtosis | 2.903905309 |
| Mean | 366.870255 |
| MAD | 559.7862414 |
| Skewness | 2.078999303 |
| Sum | 1834351.275 |
| Variance | 608734.949 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 0 | 3656 | 73.1% | |
| 2687.9225 | 250 | 5.0% | |
| 23.15 | 2 | < 0.1% | |
| 2279.8 | 2 | < 0.1% | |
| 2386.25 | 2 | < 0.1% | |
| 1062.75 | 2 | < 0.1% | |
| 2323.8 | 2 | < 0.1% | |
| 20.9 | 2 | < 0.1% | |
| 1199.2 | 2 | < 0.1% | |
| 183.1 | 2 | < 0.1% | |
| Other values (1069) | 1078 | 21.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3656 | 73.1% | |
| 12.7 | 1 | < 0.1% | |
| 14.55 | 1 | < 0.1% | |
| 14.6 | 1 | < 0.1% | |
| 14.9 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2687.9225 | 250 | 5.0% | |
| 2687.55 | 1 | < 0.1% | |
| 2685.15 | 1 | < 0.1% | |
| 2676 | 1 | < 0.1% | |
| 2674.5 | 1 | < 0.1% |
xform_total_amt_spent
Numeric
| Distinct count | 4366 |
|---|---|
| Unique (%) | 87.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.611031686 |
|---|---|
| Minimum | 2.124197629 |
| Maximum | 3.058861046 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.124197629 |
|---|---|
| 5-th percentile | 2.124210031 |
| Q1 | 2.441353365 |
| Median | 2.617262496 |
| Q3 | 2.789272115 |
| 95-th percentile | 3.058847899 |
| Maximum | 3.058861046 |
| Range | 0.934663417 |
| Interquartile range | 0.3479187497 |
Descriptive statistics
| Standard deviation | 0.2505113744 |
|---|---|
| Coef of variation | 0.09594344477 |
| Kurtosis | -0.6737771857 |
| Mean | 2.611031686 |
| MAD | 0.2044948123 |
| Skewness | -0.1073759218 |
| Sum | 13055.15843 |
| Variance | 0.0627559487 |
| Memory size | 39.1 KiB |
| Value | Count | Frequency (%) | |
| 2.124197629 | 250 | 5.0% | |
| 3.058861046 | 250 | 5.0% | |
| 2.281010629 | 3 | 0.1% | |
| 2.709575217 | 3 | 0.1% | |
| 2.636176858 | 3 | 0.1% | |
| 2.785166054 | 3 | 0.1% | |
| 2.573984941 | 3 | 0.1% | |
| 2.395867831 | 2 | < 0.1% | |
| 2.595760686 | 2 | < 0.1% | |
| 2.229477059 | 2 | < 0.1% | |
| Other values (4356) | 4479 | 89.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.124197629 | 250 | 5.0% | |
| 2.124210683 | 1 | < 0.1% | |
| 2.125708926 | 1 | < 0.1% | |
| 2.126456113 | 1 | < 0.1% | |
| 2.126942718 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3.058861046 | 250 | 5.0% | |
| 3.058847207 | 1 | < 0.1% | |
| 3.058653742 | 1 | < 0.1% | |
| 3.058543693 | 1 | < 0.1% | |
| 3.057688921 | 1 | < 0.1% |
First rows
| age | cardmon | cardten | carvalue | commutetime | creddebt | debtinc | ed | equipmon | equipten | hourstv | income | lncreddebt | lninc | lnlongmon | lnothdebt | longmon | longten | othdebt | pets | pets_birds | pets_cats | pets_dogs | pets_freshfish | pets_reptiles | pets_saltfish | pets_small | reside | spoused | tenure | tollmon | tollten | wiremon | wireten | xform_total_amt_spent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20 | 14.25 | 60.0 | 14.3 | 22.0 | 1.200909 | 11.1 | 15 | 29.5000 | 126.10 | 13 | 31 | 0.183079 | 3.433987 | 1.871802 | 0.806516 | 6.50 | 34.40 | 2.240091 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | -1 | 5 | 29.00 | 161.05 | 0.00 | 0.00 | 2.174525 |
| 1 | 22 | 16.00 | 610.0 | 6.8 | 29.0 | 1.222020 | 18.6 | 17 | 49.0525 | 1975.00 | 18 | 15 | 0.200505 | 2.708050 | 2.186051 | 0.449788 | 8.90 | 330.60 | 1.567980 | 6 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 2 | -1 | 39 | 0.00 | 0.00 | 45.65 | 1683.55 | 2.124198 |
| 2 | 67 | 23.00 | 1410.0 | 18.8 | 24.0 | 0.928620 | 9.9 | 14 | 0.0000 | 0.00 | 21 | 35 | -0.074056 | 3.555348 | 3.346389 | 0.930738 | 28.40 | 1858.35 | 2.536380 | 3 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 3 | 13 | 65 | 0.00 | 0.00 | 0.00 | 0.00 | 2.556266 |
| 3 | 23 | 21.00 | 685.0 | 8.7 | 35.0 | 0.101088 | 5.7 | 16 | 0.0000 | 0.00 | 26 | 20 | -2.291604 | 2.995732 | 1.791759 | 0.110826 | 6.00 | 199.45 | 1.117200 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 18 | 36 | 0.00 | 0.00 | 0.00 | 0.00 | 2.555590 |
| 4 | 26 | 17.25 | 360.0 | 10.6 | 32.0 | 0.214659 | 1.9 | 16 | 0.0000 | 0.00 | 27 | 23 | -1.538705 | 3.135494 | 1.115142 | -1.243483 | 3.05 | 74.10 | 0.287692 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 13 | 21 | 16.50 | 387.70 | 19.05 | 410.80 | 2.705718 |
| 5 | 64 | 28.25 | 765.0 | -1.0 | 23.0 | 1.060584 | 5.6 | 17 | 35.5000 | 970.95 | 21 | 107 | 0.058820 | 4.672829 | 2.091864 | 1.595626 | 8.10 | 264.90 | 4.931416 | 10 | 0 | 1 | 1 | 7 | 0 | 0 | 1 | 1 | -1 | 28 | 26.75 | 726.60 | 0.00 | 0.00 | 2.358449 |
| 6 | 52 | 0.00 | 0.0 | 25.6 | 32.0 | 0.501809 | 1.9 | 14 | 0.0000 | 0.00 | 19 | 77 | -0.689536 | 4.343805 | 1.335001 | -0.039582 | 3.80 | 44.80 | 0.961191 | 2 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 1 | -1 | 15 | 0.00 | 0.00 | 0.00 | 0.00 | 2.978847 |
| 7 | 44 | 14.50 | 630.0 | 55.5 | 31.0 | 5.950368 | 14.4 | 16 | 0.0000 | 0.00 | 13 | 97 | 1.783453 | 4.574711 | 2.698000 | 2.081643 | 14.85 | 612.70 | 8.017632 | 10 | 0 | 0 | 2 | 8 | 0 | 0 | 0 | 2 | 15 | 46 | 24.00 | 1110.40 | 0.00 | 0.00 | 3.058861 |
| 8 | 66 | 15.50 | 830.0 | 8.6 | 25.0 | 0.102336 | 2.6 | 12 | 0.0000 | 0.00 | 25 | 16 | -2.279494 | 2.772589 | 3.046901 | -1.159433 | 21.05 | 1074.35 | 0.313664 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | -1 | 53 | 0.00 | 0.00 | 0.00 | 0.00 | 2.670088 |
| 9 | 47 | 0.00 | 0.0 | 41.0 | 29.0 | 1.770216 | 4.1 | 11 | 0.0000 | 0.00 | 21 | 84 | 0.571102 | 4.430817 | 1.294727 | 0.515087 | 3.65 | 20.05 | 1.673784 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | -1 | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 2.492495 |
Last rows
| age | cardmon | cardten | carvalue | commutetime | creddebt | debtinc | ed | equipmon | equipten | hourstv | income | lncreddebt | lninc | lnlongmon | lnothdebt | longmon | longten | othdebt | pets | pets_birds | pets_cats | pets_dogs | pets_freshfish | pets_reptiles | pets_saltfish | pets_small | reside | spoused | tenure | tollmon | tollten | wiremon | wireten | xform_total_amt_spent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | 26 | 17.25 | 195.0 | 47.1 | 31.0 | 2.085804 | 9.3 | 20 | 39.15 | 374.80 | 22 | 89 | 0.735154 | 4.488636 | 1.536867 | 1.823128 | 4.65 | 40.60 | 6.191196 | 7 | 0 | 0 | 2 | 5 | 0 | 0 | 0 | 1 | -1 | 11 | 24.00 | 273.9500 | 35.7 | 355.75 | 2.768838 |
| 4991 | 59 | 0.00 | 0.0 | 32.0 | 19.0 | 3.610350 | 14.2 | 18 | 41.20 | 1402.20 | 25 | 75 | 1.283805 | 4.317488 | 1.864080 | 1.951558 | 6.45 | 197.60 | 7.039650 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | 18 | 35 | 0.00 | 0.0000 | 34.4 | 1140.55 | 2.493890 |
| 4992 | 55 | 25.00 | 1280.0 | -1.0 | 35.0 | 0.114905 | 1.9 | 15 | 0.00 | 0.00 | 15 | 49 | -2.163650 | 3.891820 | 1.974081 | -1.243483 | 7.20 | 373.05 | 0.287692 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | -1 | 52 | 37.75 | 2058.9500 | 0.0 | 0.00 | 3.054502 |
| 4993 | 56 | 0.00 | 0.0 | 31.9 | 25.0 | 0.220500 | 2.1 | 18 | 0.00 | 0.00 | 19 | 60 | -1.511858 | 4.094345 | 2.653242 | 0.038740 | 14.20 | 736.55 | 1.039500 | 2 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 17 | 48 | 24.50 | 1182.7000 | 0.0 | 0.00 | 2.533721 |
| 4994 | 35 | 0.00 | 0.0 | 31.9 | 24.0 | 3.252027 | 11.3 | 15 | 0.00 | 0.00 | 23 | 53 | 1.179278 | 3.970292 | 1.064711 | 1.006853 | 2.90 | 12.62 | 2.736973 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 2 | -1 | 7 | 0.00 | 0.0000 | 0.0 | 0.00 | 2.641415 |
| 4995 | 68 | 21.75 | 1565.0 | 64.5 | 21.0 | 6.373010 | 8.0 | 10 | 0.00 | 0.00 | 19 | 147 | 1.852297 | 4.990433 | 3.529297 | 2.047166 | 34.10 | 2405.90 | 7.745920 | 4 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | -1 | 69 | 0.00 | 0.0000 | 0.0 | 0.00 | 3.058861 |
| 4996 | 51 | 26.25 | 800.0 | 40.0 | 26.0 | 3.336600 | 15.0 | 14 | 0.00 | 0.00 | 14 | 83 | 1.204952 | 4.418841 | 2.341806 | 2.209746 | 10.40 | 289.00 | 9.113400 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | -1 | 30 | 36.50 | 1157.2000 | 27.9 | 757.35 | 2.563896 |
| 4997 | 75 | 15.25 | 1070.0 | 53.6 | 32.0 | 3.557520 | 10.8 | 17 | 0.00 | 0.00 | 16 | 108 | 1.269064 | 4.682131 | 3.380995 | 2.092664 | 29.40 | 2109.25 | 8.106480 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | -1 | 72 | 43.50 | 2620.2125 | 0.0 | 0.00 | 3.058861 |
| 4998 | 47 | 9.50 | 345.0 | 72.0 | 16.0 | 5.021352 | 10.8 | 19 | 29.55 | 1032.85 | 24 | 147 | 1.613699 | 4.990433 | 2.073172 | 2.469586 | 7.95 | 282.70 | 11.815981 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 15 | 37 | 0.00 | 0.0000 | 0.0 | 0.00 | 2.876766 |
| 4999 | 41 | 11.50 | 260.0 | 49.3 | 32.0 | 2.267650 | 6.2 | 10 | 0.00 | 0.00 | 19 | 77 | 0.818744 | 4.343805 | 2.085672 | 0.918828 | 8.05 | 197.25 | 2.506350 | 9 | 0 | 0 | 0 | 5 | 0 | 0 | 1 | 2 | 12 | 25 | 0.00 | 0.0000 | 0.0 | 0.00 | 2.610511 |